AI Visibility Scorecard
readerscatalog.com · E-commerce
Borderline visible. AI bots can crawl The Reader's Catalog, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#207,835 of 739,332 in E-commerce for AI visibility
24
AI Naming Predictability
iRarely named · 24/100
E-commerce average 18
Top 41% of E-commerce
See what's behind this score →4
-
Network Authority
iNot connected yet
E-commerce average 0.0
0 relationships · E-commerce average 9
See what's behind this score →50
Muse Index Score
iAI agent readiness
Transactable · 50/100
E-commerce average 27
See what's behind this score →0
from our crawl and measurement
"Share your love of reading. We have the best literary gifts for booklovers; accessories for writers (notebooks, stationery, desk accessories); and thoughtful gifts for readers from kids to." That is how The Reader's Catalog for The New York Review of Books introduces itself. When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4/10, The Reader's Catalog is crawlable but under-signaled - fixable, and the signals above are where to start.
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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The Reader's Catalog lists 1,000+ products, 995 in stock, priced 3.15 to 400.00.
The full list of every product we captured is in the product feed (JSON).
Scored by Engagemii on August 21, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/readerscatalog
Cite this score: Engagemii (2026). "AEO Score for The Reader's Catalog." Retrieved from https://engagemii.com/aeo/brands/readerscatalog
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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